Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 22 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 7.9 KiB |
| Average record size in memory | 367.5 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 3 |
| Boolean | 5 |
X_patient_id is highly overall correlated with X_compactness2 and 5 other fields | High correlation |
X_meshVolume is highly overall correlated with X_voxelVolume and 15 other fields | High correlation |
X_voxelVolume is highly overall correlated with X_meshVolume and 15 other fields | High correlation |
X_surfaceArea is highly overall correlated with X_meshVolume and 12 other fields | High correlation |
X_surfaceVolumeRatio is highly overall correlated with X_meshVolume and 16 other fields | High correlation |
X_sphericity is highly overall correlated with X_compactness1 and 10 other fields | High correlation |
X_compactness1 is highly overall correlated with X_sphericity and 10 other fields | High correlation |
X_compactness2 is highly overall correlated with X_patient_id and 10 other fields | High correlation |
X_sphericalDisproportion is highly overall correlated with X_meshVolume and 10 other fields | High correlation |
X_maximum3DDiameter is highly overall correlated with X_meshVolume and 17 other fields | High correlation |
X_maximum2DDiameterSlice is highly overall correlated with X_meshVolume and 11 other fields | High correlation |
X_maximum2DDiameterColumn is highly overall correlated with X_meshVolume and 22 other fields | High correlation |
X_maximum2DDiameterRow is highly overall correlated with X_patient_id and 17 other fields | High correlation |
X_majorAxisLength is highly overall correlated with X_meshVolume and 16 other fields | High correlation |
X_minorAxisLength is highly overall correlated with X_meshVolume and 17 other fields | High correlation |
X_leastAxisLength is highly overall correlated with X_meshVolume and 14 other fields | High correlation |
X_elongation is highly overall correlated with X_surfaceVolumeRatio and 9 other fields | High correlation |
X_flatness is highly overall correlated with X_patient_id and 12 other fields | High correlation |
Y_Functional_adenoma is highly overall correlated with X_meshVolume and 10 other fields | High correlation |
Y_Microadenoma is highly overall correlated with X_surfaceArea and 7 other fields | High correlation |
Y_Bleeding is highly overall correlated with X_patient_id and 4 other fields | High correlation |
Y_Cystic_part is highly overall correlated with X_patient_id and 9 other fields | High correlation |
Y_Chiasmal_compression is highly overall correlated with X_surfaceVolumeRatio and 6 other fields | High correlation |
Y_Hypopituitarism is highly overall correlated with X_patient_id and 3 other fields | High correlation |
Y_Signal is highly overall correlated with X_meshVolume and 13 other fields | High correlation |
Y_Pituitary_stalk_visible is highly overall correlated with X_meshVolume and 12 other fields | High correlation |
Y_Functional_adenoma is uniformly distributed | Uniform |
X_patient_id has unique values | Unique |
X_meshVolume has unique values | Unique |
X_voxelVolume has unique values | Unique |
X_surfaceArea has unique values | Unique |
X_surfaceVolumeRatio has unique values | Unique |
X_sphericity has unique values | Unique |
X_compactness1 has unique values | Unique |
X_compactness2 has unique values | Unique |
X_sphericalDisproportion has unique values | Unique |
X_maximum3DDiameter has unique values | Unique |
X_majorAxisLength has unique values | Unique |
X_minorAxisLength has unique values | Unique |
X_leastAxisLength has unique values | Unique |
X_elongation has unique values | Unique |
X_flatness has unique values | Unique |
Reproduction
| Analysis started | 2022-11-26 08:12:33.106160 |
|---|---|
| Analysis finished | 2022-11-26 08:14:13.811377 |
| Duration | 1 minute and 40.71 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.863636 |
| Minimum | 1 |
|---|---|
| Maximum | 38 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.05 |
| Q1 | 6.25 |
| median | 11.5 |
| Q3 | 18.5 |
| 95-th percentile | 23.95 |
| Maximum | 38 |
| Range | 37 |
| Interquartile range (IQR) | 12.25 |
Descriptive statistics
| Standard deviation | 8.9511662 |
|---|---|
| Coefficient of variation (CV) | 0.69585038 |
| Kurtosis | 1.3968432 |
| Mean | 12.863636 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.0167568 |
| Sum | 283 |
| Variance | 80.123377 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | 4.5% |
| 2 | 1 | 4.5% |
| 24 | 1 | 4.5% |
| 23 | 1 | 4.5% |
| 22 | 1 | 4.5% |
| 20 | 1 | 4.5% |
| 19 | 1 | 4.5% |
| 17 | 1 | 4.5% |
| 15 | 1 | 4.5% |
| 14 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 38 | 1 | |
| 24 | 1 | |
| 23 | 1 | |
| 22 | 1 | |
| 20 | 1 | |
| 19 | 1 | |
| 17 | 1 | |
| 15 | 1 | |
| 14 | 1 | |
| 13 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6092.8144 |
| Minimum | 780.08333 |
|---|---|
| Maximum | 23308.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 780.08333 |
|---|---|
| 5-th percentile | 1248.3771 |
| Q1 | 1742.5208 |
| median | 3179.4583 |
| Q3 | 9580.0417 |
| 95-th percentile | 14065.281 |
| Maximum | 23308.5 |
| Range | 22528.417 |
| Interquartile range (IQR) | 7837.5208 |
Descriptive statistics
| Standard deviation | 5746.8024 |
|---|---|
| Coefficient of variation (CV) | 0.94320983 |
| Kurtosis | 2.3249653 |
| Mean | 6092.8144 |
| Median Absolute Deviation (MAD) | 1917.5625 |
| Skewness | 1.4804735 |
| Sum | 134041.92 |
| Variance | 33025738 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3694.458333 | 1 | 4.5% |
| 7684.333333 | 1 | 4.5% |
| 9780.708333 | 1 | 4.5% |
| 2710.666667 | 1 | 4.5% |
| 1824.958333 | 1 | 4.5% |
| 1276.916667 | 1 | 4.5% |
| 11272.58333 | 1 | 4.5% |
| 8978.041667 | 1 | 4.5% |
| 2721.916667 | 1 | 4.5% |
| 14112.29167 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 780.0833333 | 1 | |
| 1246.875 | 1 | |
| 1276.916667 | 1 | |
| 1350.333333 | 1 | |
| 1706.916667 | 1 | |
| 1715.041667 | 1 | |
| 1824.958333 | 1 | |
| 2710.666667 | 1 | |
| 2721.916667 | 1 | |
| 2725.708333 | 1 |
| Value | Count | Frequency (%) |
| 23308.5 | 1 | |
| 14112.29167 | 1 | |
| 13172.08333 | 1 | |
| 11272.58333 | 1 | |
| 10453.375 | 1 | |
| 9780.708333 | 1 | |
| 8978.041667 | 1 | |
| 7684.333333 | 1 | |
| 7167.208333 | 1 | |
| 3694.458333 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6118.2727 |
| Minimum | 793 |
|---|---|
| Maximum | 23370 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 793 |
|---|---|
| 5-th percentile | 1266.3 |
| Q1 | 1758.5 |
| median | 3210 |
| Q3 | 9610.25 |
| 95-th percentile | 14101.8 |
| Maximum | 23370 |
| Range | 22577 |
| Interquartile range (IQR) | 7851.75 |
Descriptive statistics
| Standard deviation | 5756.6864 |
|---|---|
| Coefficient of variation (CV) | 0.94090059 |
| Kurtosis | 2.3318979 |
| Mean | 6118.2727 |
| Median Absolute Deviation (MAD) | 1932 |
| Skewness | 1.4814608 |
| Sum | 134602 |
| Variance | 33139438 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3716 | 1 | 4.5% |
| 7709 | 1 | 4.5% |
| 9811 | 1 | 4.5% |
| 2741 | 1 | 4.5% |
| 1841 | 1 | 4.5% |
| 1291 | 1 | 4.5% |
| 11303 | 1 | 4.5% |
| 9008 | 1 | 4.5% |
| 2740 | 1 | 4.5% |
| 14149 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 793 | 1 | |
| 1265 | 1 | |
| 1291 | 1 | |
| 1365 | 1 | |
| 1723 | 1 | |
| 1731 | 1 | |
| 1841 | 1 | |
| 2740 | 1 | |
| 2741 | 1 | |
| 2744 | 1 |
| Value | Count | Frequency (%) |
| 23370 | 1 | |
| 14149 | 1 | |
| 13205 | 1 | |
| 11303 | 1 | |
| 10483 | 1 | |
| 9811 | 1 | |
| 9008 | 1 | |
| 7709 | 1 | |
| 7194 | 1 | |
| 3716 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1739.2572 |
| Minimum | 503.76663 |
|---|---|
| Maximum | 4870.5588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 503.76663 |
|---|---|
| 5-th percentile | 645.65707 |
| Q1 | 821.00371 |
| median | 1238.8118 |
| Q3 | 2530.7788 |
| 95-th percentile | 3470.7688 |
| Maximum | 4870.5588 |
| Range | 4366.7922 |
| Interquartile range (IQR) | 1709.7751 |
Descriptive statistics
| Standard deviation | 1150.9277 |
|---|---|
| Coefficient of variation (CV) | 0.66173517 |
| Kurtosis | 0.90607465 |
| Mean | 1739.2572 |
| Median Absolute Deviation (MAD) | 577.60579 |
| Skewness | 1.1316539 |
| Sum | 38263.658 |
| Variance | 1324634.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1353.87366 | 1 | 4.5% |
| 2103.195491 | 1 | 4.5% |
| 2538.91508 | 1 | 4.5% |
| 1069.592821 | 1 | 4.5% |
| 820.5404286 | 1 | 4.5% |
| 643.9294109 | 1 | 4.5% |
| 2771.43205 | 1 | 4.5% |
| 2506.369852 | 1 | 4.5% |
| 1069.537584 | 1 | 4.5% |
| 3486.569981 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 503.7666307 | 1 | |
| 643.9294109 | 1 | |
| 678.4826505 | 1 | |
| 768.5426154 | 1 | |
| 772.1953409 | 1 | |
| 820.5404286 | 1 | |
| 822.3935577 | 1 | |
| 1048.235024 | 1 | |
| 1069.537584 | 1 | |
| 1069.592821 | 1 |
| Value | Count | Frequency (%) |
| 4870.558816 | 1 | |
| 3486.569981 | 1 | |
| 3170.547167 | 1 | |
| 2771.43205 | 1 | |
| 2685.113413 | 1 | |
| 2538.91508 | 1 | |
| 2506.369852 | 1 | |
| 2103.195491 | 1 | |
| 2098.518793 | 1 | |
| 1357.59755 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3763399 |
| Minimum | 0.20896063 |
|---|---|
| Maximum | 0.64578566 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 0.20896063 |
|---|---|
| 5-th percentile | 0.24095973 |
| Q1 | 0.26311276 |
| median | 0.37941895 |
| Q3 | 0.45009192 |
| 95-th percentile | 0.61077051 |
| Maximum | 0.64578566 |
| Range | 0.43682503 |
| Interquartile range (IQR) | 0.18697915 |
Descriptive statistics
| Standard deviation | 0.12372615 |
|---|---|
| Coefficient of variation (CV) | 0.32876171 |
| Kurtosis | -0.33558816 |
| Mean | 0.3763399 |
| Median Absolute Deviation (MAD) | 0.10405075 |
| Skewness | 0.61036361 |
| Sum | 8.2794778 |
| Variance | 0.01530816 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3664606656 | 1 | 4.5% |
| 0.2736991487 | 1 | 4.5% |
| 0.2595839681 | 1 | 4.5% |
| 0.3945866283 | 1 | 4.5% |
| 0.4496214591 | 1 | 4.5% |
| 0.5042846003 | 1 | 4.5% |
| 0.2458559824 | 1 | 4.5% |
| 0.2791666541 | 1 | 4.5% |
| 0.3929354624 | 1 | 4.5% |
| 0.2470590931 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0.2089606288 | 1 | |
| 0.2407020277 | 1 | |
| 0.2458559824 | 1 | |
| 0.2470590931 | 1 | |
| 0.2568656929 | 1 | |
| 0.2595839681 | 1 | |
| 0.2736991487 | 1 | |
| 0.2791666541 | 1 | |
| 0.2927944459 | 1 | |
| 0.3664606656 | 1 |
| Value | Count | Frequency (%) |
| 0.6457856606 | 1 | |
| 0.6163750299 | 1 | |
| 0.5042846003 | 1 | |
| 0.502455678 | 1 | |
| 0.481800649 | 1 | |
| 0.450248735 | 1 | |
| 0.4496214591 | 1 | |
| 0.4113977103 | 1 | |
| 0.3945866283 | 1 | |
| 0.3929354624 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.85347661 |
| Minimum | 0.72895063 |
|---|---|
| Maximum | 0.90021251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 0.72895063 |
|---|---|
| 5-th percentile | 0.81000738 |
| Q1 | 0.8401325 |
| median | 0.85884867 |
| Q3 | 0.8798536 |
| 95-th percentile | 0.89720883 |
| Maximum | 0.90021251 |
| Range | 0.17126189 |
| Interquartile range (IQR) | 0.039721101 |
Descriptive statistics
| Standard deviation | 0.039009462 |
|---|---|
| Coefficient of variation (CV) | 0.045706539 |
| Kurtosis | 3.7693909 |
| Mean | 0.85347661 |
| Median Absolute Deviation (MAD) | 0.020716468 |
| Skewness | -1.5905915 |
| Sum | 18.776485 |
| Variance | 0.0015217381 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8536368753 | 1 | 4.5% |
| 0.8953825223 | 1 | 4.5% |
| 0.8711297015 | 1 | 4.5% |
| 0.8789882214 | 1 | 4.5% |
| 0.8801420614 | 1 | 4.5% |
| 0.8839361592 | 1 | 4.5% |
| 0.8772610739 | 1 | 4.5% |
| 0.8334765349 | 1 | 4.5% |
| 0.8814640893 | 1 | 4.5% |
| 0.8099982868 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0.7289506296 | 1 | |
| 0.8099982868 | 1 | |
| 0.8101800586 | 1 | |
| 0.8134834603 | 1 | |
| 0.8334765349 | 1 | |
| 0.8398711002 | 1 | |
| 0.8409167008 | 1 | |
| 0.8409587933 | 1 | |
| 0.8507191697 | 1 | |
| 0.8536368753 | 1 |
| Value | Count | Frequency (%) |
| 0.9002125148 | 1 | |
| 0.8973049522 | 1 | |
| 0.8953825223 | 1 | |
| 0.8839361592 | 1 | |
| 0.8814640893 | 1 | |
| 0.8801420614 | 1 | |
| 0.8789882214 | 1 | |
| 0.8772610739 | 1 | |
| 0.8711297015 | 1 | |
| 0.8707751699 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.041861499 |
| Minimum | 0.033017642 |
|---|---|
| Maximum | 0.045312335 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 0.033017642 |
|---|---|
| 5-th percentile | 0.038675179 |
| Q1 | 0.040852685 |
| median | 0.042225511 |
| Q3 | 0.043783911 |
| 95-th percentile | 0.045085742 |
| Maximum | 0.045312335 |
| Range | 0.012294694 |
| Interquartile range (IQR) | 0.0029312264 |
Descriptive statistics
| Standard deviation | 0.0028195069 |
|---|---|
| Coefficient of variation (CV) | 0.067353224 |
| Kurtosis | 3.3694203 |
| Mean | 0.041861499 |
| Median Absolute Deviation (MAD) | 0.0015368716 |
| Skewness | -1.4971481 |
| Sum | 0.92095298 |
| Variance | 7.9496193 × 10-6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.04184163321 | 1 | 4.5% |
| 0.04494814737 | 1 | 4.5% |
| 0.04313433521 | 1 | 4.5% |
| 0.04371932622 | 1 | 4.5% |
| 0.04380543941 | 1 | 4.5% |
| 0.0440889978 | 1 | 4.5% |
| 0.04359053162 | 1 | 4.5% |
| 0.04036815895 | 1 | 4.5% |
| 0.0439041742 | 1 | 4.5% |
| 0.03867452847 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0.03301764168 | 1 | |
| 0.03867452847 | 1 | |
| 0.03868754764 | 1 | |
| 0.03892440367 | 1 | |
| 0.04036815895 | 1 | |
| 0.04083361533 | 1 | |
| 0.04090989299 | 1 | |
| 0.04091296468 | 1 | |
| 0.04162729642 | 1 | |
| 0.04184163321 | 1 |
| Value | Count | Frequency (%) |
| 0.04531233539 | 1 | |
| 0.04509298383 | 1 | |
| 0.04494814737 | 1 | |
| 0.0440889978 | 1 | |
| 0.0439041742 | 1 | |
| 0.04380543941 | 1 | |
| 0.04371932622 | 1 | |
| 0.04359053162 | 1 | |
| 0.04313433521 | 1 | |
| 0.04310800573 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62532868 |
| Minimum | 0.38734178 |
|---|---|
| Maximum | 0.72951653 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 0.38734178 |
|---|---|
| 5-th percentile | 0.53145552 |
| Q1 | 0.59298504 |
| median | 0.63351728 |
| Q3 | 0.6811326 |
| 95-th percentile | 0.72223894 |
| Maximum | 0.72951653 |
| Range | 0.34217475 |
| Interquartile range (IQR) | 0.088147564 |
Descriptive statistics
| Standard deviation | 0.08014474 |
|---|---|
| Coefficient of variation (CV) | 0.12816418 |
| Kurtosis | 2.3059255 |
| Mean | 0.62532868 |
| Median Absolute Deviation (MAD) | 0.04694583 |
| Skewness | -1.2309965 |
| Sum | 13.757231 |
| Variance | 0.0064231794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6220417039 | 1 | 4.5% |
| 0.7178369976 | 1 | 4.5% |
| 0.6610715457 | 1 | 4.5% |
| 0.6791241376 | 1 | 4.5% |
| 0.6818020903 | 1 | 4.5% |
| 0.6906574484 | 1 | 4.5% |
| 0.6751287109 | 1 | 4.5% |
| 0.5790020916 | 1 | 4.5% |
| 0.6848790345 | 1 | 4.5% |
| 0.5314376278 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0.387341782 | 1 | |
| 0.5314376278 | 1 | |
| 0.5317954882 | 1 | |
| 0.5383270239 | 1 | |
| 0.5790020916 | 1 | |
| 0.5924311868 | 1 | |
| 0.5946465906 | 1 | |
| 0.5947358911 | 1 | |
| 0.6156851196 | 1 | |
| 0.6220417039 | 1 |
| Value | Count | Frequency (%) |
| 0.7295165328 | 1 | |
| 0.722470625 | 1 | |
| 0.7178369976 | 1 | |
| 0.6906574484 | 1 | |
| 0.6848790345 | 1 | |
| 0.6818020903 | 1 | |
| 0.6791241376 | 1 | |
| 0.6751287109 | 1 | |
| 0.6610715457 | 1 | |
| 0.6602647471 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1741999 |
| Minimum | 1.1108488 |
|---|---|
| Maximum | 1.371835 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 1.1108488 |
|---|---|
| 5-th percentile | 1.114568 |
| Q1 | 1.1365531 |
| median | 1.1643571 |
| Q3 | 1.1902888 |
| 95-th percentile | 1.2345567 |
| Maximum | 1.371835 |
| Range | 0.26098621 |
| Interquartile range (IQR) | 0.053735699 |
Descriptive statistics
| Standard deviation | 0.057959588 |
|---|---|
| Coefficient of variation (CV) | 0.049360923 |
| Kurtosis | 5.584654 |
| Mean | 1.1741999 |
| Median Absolute Deviation (MAD) | 0.027431141 |
| Skewness | 1.9832662 |
| Sum | 25.832397 |
| Variance | 0.0033593139 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.171458297 | 1 | 4.5% |
| 1.116841099 | 1 | 4.5% |
| 1.147934686 | 1 | 4.5% |
| 1.137671673 | 1 | 4.5% |
| 1.136180219 | 1 | 4.5% |
| 1.13130342 | 1 | 4.5% |
| 1.139911515 | 1 | 4.5% |
| 1.199793825 | 1 | 4.5% |
| 1.134476165 | 1 | 4.5% |
| 1.234570512 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 1.110848809 | 1 | |
| 1.114448324 | 1 | |
| 1.116841099 | 1 | |
| 1.13130342 | 1 | |
| 1.134476165 | 1 | |
| 1.136180219 | 1 | |
| 1.137671673 | 1 | |
| 1.139911515 | 1 | |
| 1.147934686 | 1 | |
| 1.148402061 | 1 |
| Value | Count | Frequency (%) |
| 1.371835018 | 1 | |
| 1.234570512 | 1 | |
| 1.234293524 | 1 | |
| 1.229281293 | 1 | |
| 1.199793825 | 1 | |
| 1.1906589 | 1 | |
| 1.189178428 | 1 | |
| 1.189118906 | 1 | |
| 1.175476039 | 1 | |
| 1.171458297 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.126265 |
| Minimum | 16.124515 |
|---|---|
| Maximum | 52.153619 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 16.124515 |
|---|---|
| 5-th percentile | 16.656728 |
| Q1 | 19.446691 |
| median | 24.22636 |
| Q3 | 33.073546 |
| 95-th percentile | 46.628448 |
| Maximum | 52.153619 |
| Range | 36.029104 |
| Interquartile range (IQR) | 13.626855 |
Descriptive statistics
| Standard deviation | 9.8334853 |
|---|---|
| Coefficient of variation (CV) | 0.36250789 |
| Kurtosis | 0.80058045 |
| Mean | 27.126265 |
| Median Absolute Deviation (MAD) | 6.2120156 |
| Skewness | 1.0966319 |
| Sum | 596.77784 |
| Variance | 96.697433 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.51530134 | 1 | 4.5% |
| 29.68164416 | 1 | 4.5% |
| 30.69201851 | 1 | 4.5% |
| 21.44761059 | 1 | 4.5% |
| 18.70828693 | 1 | 4.5% |
| 16.64331698 | 1 | 4.5% |
| 33.86738844 | 1 | 4.5% |
| 34.525353 | 1 | 4.5% |
| 21.40093456 | 1 | 4.5% |
| 47.10626285 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 16.1245155 | 1 | |
| 16.64331698 | 1 | |
| 16.91153453 | 1 | |
| 18.05547009 | 1 | |
| 18.70828693 | 1 | |
| 19.28730152 | 1 | |
| 19.92485885 | 1 | |
| 21.40093456 | 1 | |
| 21.44761059 | 1 | |
| 23.85372088 | 1 |
| Value | Count | Frequency (%) |
| 52.15361924 | 1 | |
| 47.10626285 | 1 | |
| 37.54996671 | 1 | |
| 35.21363372 | 1 | |
| 34.525353 | 1 | |
| 33.86738844 | 1 | |
| 30.69201851 | 1 | |
| 30.47950131 | 1 | |
| 29.68164416 | 1 | |
| 24.69817807 | 1 |
X_maximum2DDiameterSlice
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 95.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.812503 |
| Minimum | 15.811388 |
|---|---|
| Maximum | 44.654227 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 15.811388 |
|---|---|
| 5-th percentile | 15.82238 |
| Q1 | 18.546307 |
| median | 22.90872 |
| Q3 | 28.328933 |
| 95-th percentile | 30.842546 |
| Maximum | 44.654227 |
| Range | 28.842839 |
| Interquartile range (IQR) | 9.7826255 |
Descriptive statistics
| Standard deviation | 6.8910691 |
|---|---|
| Coefficient of variation (CV) | 0.28938869 |
| Kurtosis | 2.500023 |
| Mean | 23.812503 |
| Median Absolute Deviation (MAD) | 5.0246919 |
| Skewness | 1.2388259 |
| Sum | 523.87506 |
| Variance | 47.486834 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15.8113883 | 2 | 9.1% |
| 23.34523506 | 1 | 4.5% |
| 26.41968963 | 1 | 4.5% |
| 30 | 1 | 4.5% |
| 20.61552813 | 1 | 4.5% |
| 17.4642492 | 1 | 4.5% |
| 29.68164416 | 1 | 4.5% |
| 29.15475947 | 1 | 4.5% |
| 18.43908891 | 1 | 4.5% |
| 27.51363298 | 1 | 4.5% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 15.8113883 | 2 | |
| 16.03121954 | 1 | |
| 17.20465053 | 1 | |
| 17.4642492 | 1 | |
| 18.43908891 | 1 | |
| 18.86796226 | 1 | |
| 19.6977156 | 1 | |
| 20.61552813 | 1 | |
| 20.88061302 | 1 | |
| 22.47220505 | 1 |
| Value | Count | Frequency (%) |
| 44.65422712 | 1 | |
| 30.88689042 | 1 | |
| 30 | 1 | |
| 29.68164416 | 1 | |
| 29.15475947 | 1 | |
| 28.60069929 | 1 | |
| 27.51363298 | 1 | |
| 26.41968963 | 1 | |
| 25.8069758 | 1 | |
| 24.51530134 | 1 |
X_maximum2DDiameterColumn
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | 90.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.64861 |
| Minimum | 16.124515 |
|---|---|
| Maximum | 42.755117 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 16.124515 |
|---|---|
| 5-th percentile | 16.179886 |
| Q1 | 19.002941 |
| median | 23.437725 |
| Q3 | 31.749419 |
| 95-th percentile | 39.466893 |
| Maximum | 42.755117 |
| Range | 26.630601 |
| Interquartile range (IQR) | 12.746478 |
Descriptive statistics
| Standard deviation | 8.1861482 |
|---|---|
| Coefficient of variation (CV) | 0.31916537 |
| Kurtosis | -0.81673476 |
| Mean | 25.64861 |
| Median Absolute Deviation (MAD) | 6.3951429 |
| Skewness | 0.59941445 |
| Sum | 564.26942 |
| Variance | 67.013023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.83286778 | 2 | 9.1% |
| 16.64331698 | 2 | 9.1% |
| 20.24845673 | 1 | 4.5% |
| 20.59126028 | 1 | 4.5% |
| 18.60107524 | 1 | 4.5% |
| 16.15549442 | 1 | 4.5% |
| 32.38826948 | 1 | 4.5% |
| 33.61547263 | 1 | 4.5% |
| 21.02379604 | 1 | 4.5% |
| 42.75511665 | 1 | 4.5% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 16.1245155 | 1 | |
| 16.15549442 | 1 | |
| 16.64331698 | 2 | |
| 18.60107524 | 1 | |
| 18.78829423 | 1 | |
| 19.6468827 | 1 | |
| 20.24845673 | 1 | |
| 20.59126028 | 1 | |
| 21.02379604 | 1 | |
| 23.02172887 | 1 |
| Value | Count | Frequency (%) |
| 42.75511665 | 1 | |
| 39.62322551 | 1 | |
| 36.49657518 | 1 | |
| 34.71310992 | 1 | |
| 33.61547263 | 1 | |
| 32.38826948 | 1 | |
| 29.83286778 | 2 | |
| 29.15475947 | 1 | |
| 24.51530134 | 1 | |
| 23.85372088 | 1 |
X_maximum2DDiameterRow
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 95.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.041819 |
| Minimum | 10.816654 |
|---|---|
| Maximum | 46.572524 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 10.816654 |
|---|---|
| 5-th percentile | 13.385214 |
| Q1 | 16.049305 |
| median | 20.836944 |
| Q3 | 30.363762 |
| 95-th percentile | 45.941189 |
| Maximum | 46.572524 |
| Range | 35.75587 |
| Interquartile range (IQR) | 14.314457 |
Descriptive statistics
| Standard deviation | 10.322885 |
|---|---|
| Coefficient of variation (CV) | 0.42937204 |
| Kurtosis | 0.050627145 |
| Mean | 24.041819 |
| Median Absolute Deviation (MAD) | 6.5410089 |
| Skewness | 0.89635346 |
| Sum | 528.92001 |
| Variance | 106.56195 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.56021978 | 2 | 9.1% |
| 22.36067977 | 1 | 4.5% |
| 18.78829423 | 1 | 4.5% |
| 29.42787794 | 1 | 4.5% |
| 17.49285568 | 1 | 4.5% |
| 16.76305461 | 1 | 4.5% |
| 13.34166406 | 1 | 4.5% |
| 33.54101966 | 1 | 4.5% |
| 30.6757233 | 1 | 4.5% |
| 19.31320792 | 1 | 4.5% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 10.81665383 | 1 | |
| 13.34166406 | 1 | |
| 14.2126704 | 1 | |
| 14.56021978 | 2 | |
| 15.8113883 | 1 | |
| 16.76305461 | 1 | |
| 17.49285568 | 1 | |
| 18.38477631 | 1 | |
| 18.78829423 | 1 | |
| 19.31320792 | 1 |
| Value | Count | Frequency (%) |
| 46.57252409 | 1 | |
| 46.40043103 | 1 | |
| 37.21558813 | 1 | |
| 33.54101966 | 1 | |
| 31.40063694 | 1 | |
| 30.6757233 | 1 | |
| 29.42787794 | 1 | |
| 27.51363298 | 1 | |
| 27.29468813 | 1 | |
| 22.47220505 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.208193 |
| Minimum | 14.66905 |
|---|---|
| Maximum | 43.73276 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 14.66905 |
|---|---|
| 5-th percentile | 14.871056 |
| Q1 | 16.57663 |
| median | 20.098031 |
| Q3 | 26.631849 |
| 95-th percentile | 39.607445 |
| Maximum | 43.73276 |
| Range | 29.06371 |
| Interquartile range (IQR) | 10.055219 |
Descriptive statistics
| Standard deviation | 8.1390334 |
|---|---|
| Coefficient of variation (CV) | 0.35069656 |
| Kurtosis | 0.77889909 |
| Mean | 23.208193 |
| Median Absolute Deviation (MAD) | 5.2138776 |
| Skewness | 1.0964367 |
| Sum | 510.58025 |
| Variance | 66.243865 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.82409114 | 1 | 4.5% |
| 24.62179946 | 1 | 4.5% |
| 26.12091132 | 1 | 4.5% |
| 18.84529593 | 1 | 4.5% |
| 15.85333477 | 1 | 4.5% |
| 14.66905026 | 1 | 4.5% |
| 26.89485911 | 1 | 4.5% |
| 26.48479514 | 1 | 4.5% |
| 17.35071876 | 1 | 4.5% |
| 40.00486494 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 14.66905026 | 1 | |
| 14.86960037 | 1 | |
| 14.89870722 | 1 | |
| 15.18838431 | 1 | |
| 15.85333477 | 1 | |
| 16.31860051 | 1 | |
| 17.35071876 | 1 | |
| 18.76987174 | 1 | |
| 18.84529593 | 1 | |
| 19.28814338 | 1 |
| Value | Count | Frequency (%) |
| 43.73276028 | 1 | |
| 40.00486494 | 1 | |
| 32.05646892 | 1 | |
| 31.35064883 | 1 | |
| 26.89485911 | 1 | |
| 26.68086747 | 1 | |
| 26.48479514 | 1 | |
| 26.38450392 | 1 | |
| 26.12091132 | 1 | |
| 24.62179946 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.3305 |
| Minimum | 9.7897163 |
|---|---|
| Maximum | 30.487811 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 9.7897163 |
|---|---|
| 5-th percentile | 10.695186 |
| Q1 | 13.488833 |
| median | 17.579444 |
| Q3 | 23.228595 |
| 95-th percentile | 25.258392 |
| Maximum | 30.487811 |
| Range | 20.698094 |
| Interquartile range (IQR) | 9.7397617 |
Descriptive statistics
| Standard deviation | 5.7696482 |
|---|---|
| Coefficient of variation (CV) | 0.31475674 |
| Kurtosis | -0.91157912 |
| Mean | 18.3305 |
| Median Absolute Deviation (MAD) | 4.6001378 |
| Skewness | 0.29500034 |
| Sum | 403.27099 |
| Variance | 33.288841 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18.98469563 | 1 | 4.5% |
| 21.38845951 | 1 | 4.5% |
| 24.68282685 | 1 | 4.5% |
| 15.3745194 | 1 | 4.5% |
| 13.92008386 | 1 | 4.5% |
| 11.48549719 | 1 | 4.5% |
| 25.25958774 | 1 | 4.5% |
| 23.93960135 | 1 | 4.5% |
| 15.29579853 | 1 | 4.5% |
| 23.60606168 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 9.789716335 | 1 | |
| 10.65359075 | 1 | |
| 11.48549719 | 1 | |
| 12.05292855 | 1 | |
| 12.89591878 | 1 | |
| 13.34508289 | 1 | |
| 13.92008386 | 1 | |
| 15.29579853 | 1 | |
| 15.3745194 | 1 | |
| 15.61578855 | 1 |
| Value | Count | Frequency (%) |
| 30.48781083 | 1 | |
| 25.25958774 | 1 | |
| 25.23567485 | 1 | |
| 24.68282685 | 1 | |
| 23.93960135 | 1 | |
| 23.60606168 | 1 | |
| 22.09619443 | 1 | |
| 22.00226413 | 1 | |
| 21.38845951 | 1 | |
| 18.98469563 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.966906 |
| Minimum | 8.0801254 |
|---|---|
| Maximum | 25.801313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 8.0801254 |
|---|---|
| 5-th percentile | 8.2748093 |
| Q1 | 11.678398 |
| median | 14.717517 |
| Q3 | 20.971026 |
| 95-th percentile | 23.950571 |
| Maximum | 25.801313 |
| Range | 17.721187 |
| Interquartile range (IQR) | 9.2926273 |
Descriptive statistics
| Standard deviation | 5.4457471 |
|---|---|
| Coefficient of variation (CV) | 0.34106464 |
| Kurtosis | -1.2688124 |
| Mean | 15.966906 |
| Median Absolute Deviation (MAD) | 4.1709573 |
| Skewness | 0.27221784 |
| Sum | 351.27194 |
| Variance | 29.656162 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.69698294 | 1 | 4.5% |
| 20.25777174 | 1 | 4.5% |
| 21.37028024 | 1 | 4.5% |
| 13.25528271 | 1 | 4.5% |
| 11.8468342 | 1 | 4.5% |
| 10.77773284 | 1 | 4.5% |
| 23.11150634 | 1 | 4.5% |
| 21.01299486 | 1 | 4.5% |
| 14.52843147 | 1 | 4.5% |
| 21.78528425 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 8.080125416 | 1 | |
| 8.167410451 | 1 | |
| 10.31538691 | 1 | |
| 10.77773284 | 1 | |
| 10.87446617 | 1 | |
| 11.64424253 | 1 | |
| 11.78086548 | 1 | |
| 11.8468342 | 1 | |
| 13.25528271 | 1 | |
| 13.69698294 | 1 |
| Value | Count | Frequency (%) |
| 25.80131255 | 1 | |
| 23.99473182 | 1 | |
| 23.11150634 | 1 | |
| 21.78528425 | 1 | |
| 21.37028024 | 1 | |
| 21.01299486 | 1 | |
| 20.84511785 | 1 | |
| 20.25777174 | 1 | |
| 17.68398482 | 1 | |
| 15.53458895 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.80683553 |
| Minimum | 0.39929702 |
|---|---|
| Maximum | 0.95693185 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 0.39929702 |
|---|---|
| 5-th percentile | 0.59349434 |
| Q1 | 0.71859793 |
| median | 0.85129418 |
| Q3 | 0.90261401 |
| 95-th percentile | 0.94465771 |
| Maximum | 0.95693185 |
| Range | 0.55763483 |
| Interquartile range (IQR) | 0.18401608 |
Descriptive statistics
| Standard deviation | 0.13752321 |
|---|---|
| Coefficient of variation (CV) | 0.17044764 |
| Kurtosis | 2.2874472 |
| Mean | 0.80683553 |
| Median Absolute Deviation (MAD) | 0.064347498 |
| Skewness | -1.4456082 |
| Sum | 17.750382 |
| Variance | 0.018912634 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9116698302 | 1 | 4.5% |
| 0.8686797872 | 1 | 4.5% |
| 0.9449450882 | 1 | 4.5% |
| 0.8158279634 | 1 | 4.5% |
| 0.8780539905 | 1 | 4.5% |
| 0.782974834 | 1 | 4.5% |
| 0.9391976227 | 1 | 4.5% |
| 0.903899812 | 1 | 4.5% |
| 0.8815656999 | 1 | 4.5% |
| 0.5900797743 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0.3992970155 | 1 | |
| 0.5900797743 | 1 | |
| 0.6583711796 | 1 | |
| 0.687054177 | 1 | |
| 0.6892897181 | 1 | |
| 0.6971389556 | 1 | |
| 0.782974834 | 1 | |
| 0.8049490453 | 1 | |
| 0.8089915704 | 1 | |
| 0.8158279634 | 1 |
| Value | Count | Frequency (%) |
| 0.9569318487 | 1 | |
| 0.9449450882 | 1 | |
| 0.9391976227 | 1 | |
| 0.920161184 | 1 | |
| 0.9116698302 | 1 | |
| 0.903899812 | 1 | |
| 0.8987565964 | 1 | |
| 0.8815656999 | 1 | |
| 0.8786374257 | 1 | |
| 0.8780539905 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.70098506 |
| Minimum | 0.30284343 |
|---|---|
| Maximum | 0.91347312 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 304.0 B |
Quantile statistics
| Minimum | 0.30284343 |
|---|---|
| 5-th percentile | 0.54480103 |
| Q1 | 0.61338095 |
| median | 0.73230964 |
| Q3 | 0.80239643 |
| 95-th percentile | 0.85822857 |
| Maximum | 0.91347312 |
| Range | 0.61062969 |
| Interquartile range (IQR) | 0.18901548 |
Descriptive statistics
| Standard deviation | 0.13926152 |
|---|---|
| Coefficient of variation (CV) | 0.19866546 |
| Kurtosis | 1.6960248 |
| Mean | 0.70098506 |
| Median Absolute Deviation (MAD) | 0.083933377 |
| Skewness | -1.0516332 |
| Sum | 15.421671 |
| Variance | 0.019393771 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6577469746 | 1 | 4.5% |
| 0.822757564 | 1 | 4.5% |
| 0.8181291985 | 1 | 4.5% |
| 0.7033735502 | 1 | 4.5% |
| 0.7472771105 | 1 | 4.5% |
| 0.7347260153 | 1 | 4.5% |
| 0.8593280316 | 1 | 4.5% |
| 0.7933984289 | 1 | 4.5% |
| 0.8373388833 | 1 | 4.5% |
| 0.5445658743 | 1 | 4.5% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0.3028434299 | 1 | |
| 0.5445658743 | 1 | |
| 0.549268995 | 1 | |
| 0.5495715184 | 1 | |
| 0.5899767675 | 1 | |
| 0.6010871156 | 1 | |
| 0.6502624448 | 1 | |
| 0.6577469746 | 1 | |
| 0.6702413231 | 1 | |
| 0.7033735502 | 1 |
| Value | Count | Frequency (%) |
| 0.9134731219 | 1 | |
| 0.8593280316 | 1 | |
| 0.8373388833 | 1 | |
| 0.822757564 | 1 | |
| 0.8181291985 | 1 | |
| 0.8053957626 | 1 | |
| 0.7933984289 | 1 | |
| 0.7756496834 | 1 | |
| 0.7653663548 | 1 | |
| 0.7472771105 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 KiB |
| Nonfunctioning adenoma | |
|---|---|
| Functional adenoma |
Length
| Max length | 22 |
|---|---|
| Median length | 20 |
| Mean length | 20 |
| Min length | 18 |
Characters and Unicode
| Total characters | 440 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Nonfunctioning adenoma |
|---|---|
| 2nd row | Nonfunctioning adenoma |
| 3rd row | Functional adenoma |
| 4th row | Nonfunctioning adenoma |
| 5th row | Functional adenoma |
Common Values
| Value | Count | Frequency (%) |
| Nonfunctioning adenoma | 11 | |
| Functional adenoma | 11 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| adenoma | 22 | |
| nonfunctioning | 11 | |
| functional | 11 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 88 | |
| o | 55 | |
| a | 55 | |
| i | 33 | 7.5% |
| u | 22 | 5.0% |
| c | 22 | 5.0% |
| t | 22 | 5.0% |
| 22 | 5.0% | |
| d | 22 | 5.0% |
| e | 22 | 5.0% |
| Other values (6) | 77 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 396 | |
| Space Separator | 22 | 5.0% |
| Uppercase Letter | 22 | 5.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 88 | |
| o | 55 | |
| a | 55 | |
| i | 33 | 8.3% |
| u | 22 | 5.6% |
| c | 22 | 5.6% |
| t | 22 | 5.6% |
| d | 22 | 5.6% |
| e | 22 | 5.6% |
| m | 22 | 5.6% |
| Other values (3) | 33 | 8.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 11 | |
| F | 11 |
Space Separator
| Value | Count | Frequency (%) |
| 22 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 418 | |
| Common | 22 | 5.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 88 | |
| o | 55 | |
| a | 55 | |
| i | 33 | 7.9% |
| u | 22 | 5.3% |
| c | 22 | 5.3% |
| t | 22 | 5.3% |
| d | 22 | 5.3% |
| e | 22 | 5.3% |
| m | 22 | 5.3% |
| Other values (5) | 55 |
Common
| Value | Count | Frequency (%) |
| 22 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 88 | |
| o | 55 | |
| a | 55 | |
| i | 33 | 7.5% |
| u | 22 | 5.0% |
| c | 22 | 5.0% |
| t | 22 | 5.0% |
| 22 | 5.0% | |
| d | 22 | 5.0% |
| e | 22 | 5.0% |
| Other values (6) | 77 |
Y_Microadenoma
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| Macroadenoma | |
|---|---|
| Microadenoma |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Characters and Unicode
| Total characters | 264 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Macroadenoma |
|---|---|
| 2nd row | Macroadenoma |
| 3rd row | Microadenoma |
| 4th row | Macroadenoma |
| 5th row | Microadenoma |
Common Values
| Value | Count | Frequency (%) |
| Macroadenoma | 17 | |
| Microadenoma | 5 | 22.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| macroadenoma | 17 | |
| microadenoma | 5 | 22.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 61 | |
| o | 44 | |
| M | 22 | 8.3% |
| c | 22 | 8.3% |
| r | 22 | 8.3% |
| d | 22 | 8.3% |
| e | 22 | 8.3% |
| n | 22 | 8.3% |
| m | 22 | 8.3% |
| i | 5 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 242 | |
| Uppercase Letter | 22 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 61 | |
| o | 44 | |
| c | 22 | 9.1% |
| r | 22 | 9.1% |
| d | 22 | 9.1% |
| e | 22 | 9.1% |
| n | 22 | 9.1% |
| m | 22 | 9.1% |
| i | 5 | 2.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 22 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 264 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 61 | |
| o | 44 | |
| M | 22 | 8.3% |
| c | 22 | 8.3% |
| r | 22 | 8.3% |
| d | 22 | 8.3% |
| e | 22 | 8.3% |
| n | 22 | 8.3% |
| m | 22 | 8.3% |
| i | 5 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 264 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 61 | |
| o | 44 | |
| M | 22 | 8.3% |
| c | 22 | 8.3% |
| r | 22 | 8.3% |
| d | 22 | 8.3% |
| e | 22 | 8.3% |
| n | 22 | 8.3% |
| m | 22 | 8.3% |
| i | 5 | 1.9% |
Y_Bleeding
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 150.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 20 | |
| True | 2 | 9.1% |
Y_Cystic_part
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 150.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 14 | |
| True | 8 |
Y_Chiasmal_compression
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 150.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 13 | |
| False | 9 |
Y_Hypopituitarism
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 150.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 15 | |
| True | 7 |
Y_Signal
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| Hyposignal | |
|---|---|
| Hypersignal | |
| Mixed |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 9.6363636 |
| Min length | 5 |
Characters and Unicode
| Total characters | 212 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mixed |
|---|---|
| 2nd row | Hyposignal |
| 3rd row | Hyposignal |
| 4th row | Hypersignal |
| 5th row | Hyposignal |
Common Values
| Value | Count | Frequency (%) |
| Hyposignal | 12 | |
| Hypersignal | 7 | |
| Mixed | 3 | 13.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| hyposignal | 12 | |
| hypersignal | 7 | |
| mixed | 3 | 13.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 22 | |
| H | 19 | |
| y | 19 | |
| p | 19 | |
| s | 19 | |
| g | 19 | |
| n | 19 | |
| a | 19 | |
| l | 19 | |
| o | 12 | |
| Other values (5) | 26 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 190 | |
| Uppercase Letter | 22 | 10.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 22 | |
| y | 19 | |
| p | 19 | |
| s | 19 | |
| g | 19 | |
| n | 19 | |
| a | 19 | |
| l | 19 | |
| o | 12 | |
| e | 10 | |
| Other values (3) | 13 |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 19 | |
| M | 3 | 13.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 212 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 22 | |
| H | 19 | |
| y | 19 | |
| p | 19 | |
| s | 19 | |
| g | 19 | |
| n | 19 | |
| a | 19 | |
| l | 19 | |
| o | 12 | |
| Other values (5) | 26 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 212 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 22 | |
| H | 19 | |
| y | 19 | |
| p | 19 | |
| s | 19 | |
| g | 19 | |
| n | 19 | |
| a | 19 | |
| l | 19 | |
| o | 12 | |
| Other values (5) | 26 |
Y_Pituitary_stalk_visible
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 150.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 12 | |
| True | 10 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| X_patient_id | X_meshVolume | X_voxelVolume | X_surfaceArea | X_surfaceVolumeRatio | X_sphericity | X_compactness1 | X_compactness2 | X_sphericalDisproportion | X_maximum3DDiameter | X_maximum2DDiameterSlice | X_maximum2DDiameterColumn | X_maximum2DDiameterRow | X_majorAxisLength | X_minorAxisLength | X_leastAxisLength | X_elongation | X_flatness | Y_Functional_adenoma | Y_Microadenoma | Y_Bleeding | Y_Cystic_part | Y_Chiasmal_compression | Y_Hypopituitarism | Y_Signal | Y_Pituitary_stalk_visible | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 3694.458333 | 3716.0 | 1353.873660 | 0.366461 | 0.853637 | 0.041842 | 0.622042 | 1.171458 | 24.515301 | 23.345235 | 23.853721 | 22.360680 | 20.824091 | 18.984696 | 13.696983 | 0.911670 | 0.657747 | Nonfunctioning adenoma | Macroadenoma | True | True | False | False | Mixed | False |
| 1 | 2 | 7684.333333 | 7709.0 | 2103.195491 | 0.273699 | 0.895383 | 0.044948 | 0.717837 | 1.116841 | 29.681644 | 25.806976 | 29.154759 | 27.294688 | 24.621799 | 21.388460 | 20.257772 | 0.868680 | 0.822758 | Nonfunctioning adenoma | Macroadenoma | True | True | True | True | Hyposignal | True |
| 2 | 3 | 1246.875000 | 1265.0 | 768.542615 | 0.616375 | 0.728951 | 0.033018 | 0.387342 | 1.371835 | 24.698178 | 24.515301 | 24.515301 | 14.212670 | 26.680867 | 10.653591 | 8.080125 | 0.399297 | 0.302843 | Functional adenoma | Microadenoma | False | True | False | False | Hyposignal | True |
| 3 | 4 | 10453.375000 | 10483.0 | 2685.113413 | 0.256866 | 0.861045 | 0.042387 | 0.638377 | 1.161380 | 35.213634 | 28.600699 | 34.713110 | 31.400637 | 32.056469 | 22.096194 | 20.845118 | 0.689290 | 0.650262 | Nonfunctioning adenoma | Macroadenoma | False | False | True | False | Hypersignal | False |
| 4 | 5 | 780.083333 | 793.0 | 503.766631 | 0.645786 | 0.813483 | 0.038924 | 0.538327 | 1.229281 | 16.124515 | 16.031220 | 16.124515 | 10.816654 | 14.869600 | 9.789716 | 8.167410 | 0.658371 | 0.549269 | Functional adenoma | Microadenoma | False | False | False | True | Hyposignal | True |
| 5 | 6 | 23308.500000 | 23370.0 | 4870.558816 | 0.208961 | 0.810180 | 0.038688 | 0.531795 | 1.234294 | 52.153619 | 44.654227 | 39.623226 | 46.400431 | 43.732760 | 30.487811 | 25.801313 | 0.697139 | 0.589977 | Nonfunctioning adenoma | Macroadenoma | False | False | True | True | Hypersignal | False |
| 6 | 7 | 3627.375000 | 3670.0 | 1357.597550 | 0.374264 | 0.840959 | 0.040913 | 0.594736 | 1.189119 | 23.937418 | 20.880613 | 23.021729 | 22.472205 | 19.288143 | 17.748201 | 15.534589 | 0.920161 | 0.805396 | Nonfunctioning adenoma | Macroadenoma | False | True | True | True | Hypersignal | False |
| 7 | 8 | 13172.083333 | 13205.0 | 3170.547167 | 0.240702 | 0.850719 | 0.041627 | 0.615685 | 1.175476 | 37.549967 | 30.886890 | 36.496575 | 37.215588 | 31.350649 | 25.235675 | 23.994732 | 0.804949 | 0.765366 | Nonfunctioning adenoma | Macroadenoma | False | False | True | True | Hypersignal | False |
| 8 | 9 | 1715.041667 | 1731.0 | 772.195341 | 0.450249 | 0.897305 | 0.045093 | 0.722471 | 1.114448 | 18.055470 | 17.204651 | 16.643317 | 15.811388 | 15.188384 | 13.345083 | 11.780865 | 0.878637 | 0.775650 | Functional adenoma | Macroadenoma | False | False | False | False | Hyposignal | True |
| 9 | 10 | 1350.333333 | 1365.0 | 678.482651 | 0.502456 | 0.870775 | 0.043108 | 0.660265 | 1.148402 | 16.911535 | 15.811388 | 16.643317 | 14.560220 | 14.898707 | 12.052929 | 10.874466 | 0.808992 | 0.729893 | Functional adenoma | Microadenoma | False | False | True | False | Hyposignal | True |
| X_patient_id | X_meshVolume | X_voxelVolume | X_surfaceArea | X_surfaceVolumeRatio | X_sphericity | X_compactness1 | X_compactness2 | X_sphericalDisproportion | X_maximum3DDiameter | X_maximum2DDiameterSlice | X_maximum2DDiameterColumn | X_maximum2DDiameterRow | X_majorAxisLength | X_minorAxisLength | X_leastAxisLength | X_elongation | X_flatness | Y_Functional_adenoma | Y_Microadenoma | Y_Bleeding | Y_Cystic_part | Y_Chiasmal_compression | Y_Hypopituitarism | Y_Signal | Y_Pituitary_stalk_visible | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 13 | 2731.541667 | 2750.0 | 1123.749987 | 0.411398 | 0.840917 | 0.040910 | 0.594647 | 1.189178 | 23.853721 | 22.472205 | 20.248457 | 18.788294 | 19.371972 | 17.410687 | 11.644243 | 0.898757 | 0.601087 | Functional adenoma | Macroadenoma | False | True | False | False | Mixed | True |
| 13 | 14 | 14112.291667 | 14149.0 | 3486.569981 | 0.247059 | 0.809998 | 0.038675 | 0.531438 | 1.234571 | 47.106263 | 27.513633 | 42.755117 | 46.572524 | 40.004865 | 23.606062 | 21.785284 | 0.590080 | 0.544566 | Nonfunctioning adenoma | Macroadenoma | False | True | True | False | Hypersignal | False |
| 14 | 15 | 2721.916667 | 2740.0 | 1069.537584 | 0.392935 | 0.881464 | 0.043904 | 0.684879 | 1.134476 | 21.400935 | 18.439089 | 21.023796 | 19.313208 | 17.350719 | 15.295799 | 14.528431 | 0.881566 | 0.837339 | Functional adenoma | Macroadenoma | False | False | True | False | Hyposignal | False |
| 15 | 17 | 8978.041667 | 9008.0 | 2506.369852 | 0.279167 | 0.833477 | 0.040368 | 0.579002 | 1.199794 | 34.525353 | 29.154759 | 33.615473 | 30.675723 | 26.484795 | 23.939601 | 21.012995 | 0.903900 | 0.793398 | Nonfunctioning adenoma | Macroadenoma | False | True | True | False | Mixed | False |
| 16 | 19 | 11272.583333 | 11303.0 | 2771.432050 | 0.245856 | 0.877261 | 0.043591 | 0.675129 | 1.139912 | 33.867388 | 29.681644 | 32.388269 | 33.541020 | 26.894859 | 25.259588 | 23.111506 | 0.939198 | 0.859328 | Functional adenoma | Macroadenoma | False | False | True | False | Hyposignal | False |
| 17 | 20 | 1276.916667 | 1291.0 | 643.929411 | 0.504285 | 0.883936 | 0.044089 | 0.690657 | 1.131303 | 16.643317 | 15.811388 | 16.155494 | 13.341664 | 14.669050 | 11.485497 | 10.777733 | 0.782975 | 0.734726 | Functional adenoma | Microadenoma | False | False | False | False | Hyposignal | True |
| 18 | 22 | 1824.958333 | 1841.0 | 820.540429 | 0.449621 | 0.880142 | 0.043805 | 0.681802 | 1.136180 | 18.708287 | 17.464249 | 18.601075 | 16.763055 | 15.853335 | 13.920084 | 11.846834 | 0.878054 | 0.747277 | Nonfunctioning adenoma | Macroadenoma | False | False | True | True | Hyposignal | False |
| 19 | 23 | 2710.666667 | 2741.0 | 1069.592821 | 0.394587 | 0.878988 | 0.043719 | 0.679124 | 1.137672 | 21.447611 | 20.615528 | 20.591260 | 17.492856 | 18.845296 | 15.374519 | 13.255283 | 0.815828 | 0.703374 | Functional adenoma | Macroadenoma | False | False | False | False | Hyposignal | True |
| 20 | 24 | 9780.708333 | 9811.0 | 2538.915080 | 0.259584 | 0.871130 | 0.043134 | 0.661072 | 1.147935 | 30.692019 | 30.000000 | 29.832868 | 29.427878 | 26.120911 | 24.682827 | 21.370280 | 0.944945 | 0.818129 | Nonfunctioning adenoma | Macroadenoma | False | True | True | True | Hypersignal | False |
| 21 | 38 | 2725.708333 | 2744.0 | 1048.235024 | 0.384573 | 0.900213 | 0.045312 | 0.729517 | 1.110849 | 19.287302 | 18.867962 | 18.788294 | 18.384776 | 16.318601 | 15.615789 | 14.906603 | 0.956932 | 0.913473 | Nonfunctioning adenoma | Macroadenoma | False | False | False | False | Hyposignal | True |